• DocumentCode
    1405822
  • Title

    Statistical-Mechanics-Inspired Optimization of Sensor Field Configuration for Detection of Mobile Targets

  • Author

    Mukherjee, Kushal ; Gupta, Shalabh ; Ray, Asok ; Wettergren, Thomas A.

  • Author_Institution
    Dept. of Mech. Eng., Pennsylvania State Univ., University Park, PA, USA
  • Volume
    41
  • Issue
    3
  • fYear
    2011
  • fDate
    6/1/2011 12:00:00 AM
  • Firstpage
    783
  • Lastpage
    791
  • Abstract
    This paper presents a statistical-mechanics-inspired procedure for optimization of the sensor field configuration to detect mobile targets. The key idea is to capture the low-dimensional behavior of the sensor field configurations across the Pareto front in a multiobjective scenario for optimal sensor deployment, where the nondominated points are concentrated within a small region of the large-dimensional decision space. The sensor distribution is constructed using location-dependent energy-like functions and intensive temperature-like parameters in the sense of statistical mechanics. This low-dimensional representation is shown to permit rapid optimization of the sensor field distribution on a high-fidelity simulation test bed of distributed sensor networks.
  • Keywords
    Pareto optimisation; distributed sensors; object detection; sensor placement; statistical mechanics; Pareto front; distributed sensor networks; intensive temperature-like parameters; large-dimensional decision space; location-dependent energy-like functions; mobile target detection; optimal sensor de¬ ployment; sensor field configuration; statistical mechanics-inspired optimization; Mobile communication; Object detection; Optimization; Search problems; Surveillance; Target tracking; Gibbs distribution; mobile target detection; optimization of the sensor field configuration; sensor networks; Algorithms; Artificial Intelligence; Computer Simulation; Decision Support Techniques; Models, Theoretical; Motion; Pattern Recognition, Automated; Transducers;
  • fLanguage
    English
  • Journal_Title
    Systems, Man, and Cybernetics, Part B: Cybernetics, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1083-4419
  • Type

    jour

  • DOI
    10.1109/TSMCB.2010.2092763
  • Filename
    5669356